Inconsistent Referral Generation Is Costing Both Ways
Workers comp fraud costs the industry billions annually — NICB and state fraud bureau data consistently point to claim inflation, staged injuries, and provider billing schemes as the dominant patterns. Your SIU exists to catch these cases. But when adjuster-generated referrals arrive with a 60% false positive rate, your investigators spend most of their time confirming that questionable-looking claims are actually clean. The genuine fraud cases that don't match the indicators individual adjusters happen to notice are moving through to payment. At $300K–$700K/yr in SIU ops labor, the team is working hard against a signal quality problem, not a capacity problem.
Uniform Scoring Against Every Claim, Before the Adjuster Queue
An AI Labor Company agent learns from your SIU analysts' own referral scoring decisions — which patterns in Guidewire ClaimCenter and ISO ClaimSearch they associate with genuine fraud versus noise. The deployed agent scores every incoming workers comp claim against a consistent set of fraud indicators: provider billing patterns, claimant network connections from ISO ClaimSearch, timing anomalies, injury-to-job-type mismatch signals, and others specific to your book. High-probability cases are flagged for SIU assignment automatically, with a LexisNexis background data packet assembled for the assigned investigator. The referral packet routes to an SIU supervisor for assignment rather than sitting in an adjuster's queue. Hummingbird maintains the investigation workflow and audit trail for state fraud bureau reporting.
Recovering Fraud Losses and Protecting SIU Capacity
This use-case drives risk avoidance and recovery simultaneously. Teams in this configuration typically reduce false referral rates from 60% to under 20% while increasing genuine fraud detection — the agent is typically live in about 5 weeks. The efficiency improvement on SIU labor is real: investigators spend their time on confirmed-risk cases, not clearing false positives. The more significant financial outcome is the fraud that gets caught and denied or recovered that previously moved to payment undetected. For a large workers comp book, the incremental fraud identified by consistent scoring across all claims — rather than the subset of claims adjusters happened to flag — represents meaningful leakage recovery.
How does the agent handle the NICB reporting requirements and state fraud bureau notification obligations?
Cases that meet the threshold for mandatory reporting under NICB guidelines or applicable state fraud bureau rules are flagged by the agent with the required reporting context. Your SIU supervisor reviews these cases as part of the assignment workflow and initiates the formal report. The Hummingbird audit trail supports documentation of both the referral basis and the reporting decision.
Will adjusters still be in the loop, or does the agent entirely replace their referral role?
Adjusters retain the ability to generate referrals based on information they encounter in claim handling that the agent may not see — claimant statements, field investigation findings, attorney contact patterns. The agent supplements adjuster referrals with system-driven scoring; it doesn't replace adjuster judgment. The practical effect is that your SIU receives both agent-scored referrals and adjuster referrals, with the agent-scored ones arriving with more consistent supporting documentation.